• 제목/요약/키워드: automatic processing

검색결과 2,230건 처리시간 0.025초

Image Processing-based Object Recognition Approach for Automatic Operation of Cranes

  • Zhou, Ying;Guo, Hongling;Ma, Ling;Zhang, Zhitian
    • 국제학술발표논문집
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    • The 8th International Conference on Construction Engineering and Project Management
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    • pp.399-408
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    • 2020
  • The construction industry is suffering from aging workers, frequent accidents, as well as low productivity. With the rapid development of information technologies in recent years, automatic construction, especially automatic cranes, is regarded as a promising solution for the above problems and attracting more and more attention. However, in practice, limited by the complexity and dynamics of construction environment, manual inspection which is time-consuming and error-prone is still the only way to recognize the search object for the operation of crane. To solve this problem, an image-processing-based automated object recognition approach is proposed in this paper, which is a fusion of Convolutional-Neutral-Network (CNN)-based and traditional object detections. The search object is firstly extracted from the background by the trained Faster R-CNN. And then through a series of image processing including Canny, Hough and Endpoints clustering analysis, the vertices of the search object can be determined to locate it in 3D space uniquely. Finally, the features (e.g., centroid coordinate, size, and color) of the search object are extracted for further recognition. The approach presented in this paper was implemented in OpenCV, and the prototype was written in Microsoft Visual C++. This proposed approach shows great potential for the automatic operation of crane. Further researches and more extensive field experiments will follow in the future.

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Automatic Detection Method for Mura Defects on Display Films Using Morphological Image Processing and Labeling

  • Cho, Sung-Je;Lee, Seung-Ho
    • 전기전자학회논문지
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    • 제18권2호
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    • pp.234-239
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    • 2014
  • This paper proposes a new automatic detection method to inspect mura defects on display film surface using morphological image processing and labeling. This automatic detection method for mura defects on display films comprises 3 phases of preprocessing with morphological image processing, Gabor filtering, and labeling. Since distorted results could be obtained with the presence of non-uniform illumination, preprocessing step reduces illumination components using morphological image processing. In Gabor filtering, mura images are created with binary coded mura components using Gabor filters. Subsequently, labeling is a final phase of finding the mura defect area using the difference between large mura defects and values in the periphery. To evaluate the accuracy of the proposed detection method, detection rate was assessed by applying the method in 200 display film samples. As a result, the detection rate was high at about 95.5%. Moreover, the study was able to acquire reliable results using the Semu index for luminance mura in image quality inspection.

SIMD를 이용한 영상의 고속 이진화에 관한 연구 (A Study on High-speed Image Binarization Using SIMD)

  • 김두식;이상호;김병근
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2002년도 추계학술발표논문집 (상)
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    • pp.775-778
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    • 2002
  • 영상 이진화란 명도 영상(gray-scaled image)을 이진 영상(bi-leveled image)으로 변환하는 것을 말한다. 영상 이진화는 문서 인식, 비디오 영상 분석 등과 같이 영상처리 분야에서 많이 사용되는 기본적인 영상 처리 과정에 해당한다. 본 논문은 Intel 사의 Pentium 계열 프로세서에서 지원하는 SIMD(Single-Instruction Multiple-Data) 기술을 이용하여 영상 이진화를 고속으로 수행하는 방법을 소개한다. 우편영상에 대하여 실험한 결과, SSE2 명령어로 구현된 프로그램은 기존의 C 언어로 구현된 프로그램에 비하여 4배 이상의 속도 향상을 보였다.

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신경회로망의 고속 구현 방법에 관한 연구 (A Study on Tools for Implementing High-speed Neural Network)

  • 김병근;김두식;이상호
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2002년도 추계학술발표논문집 (상)
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    • pp.377-380
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    • 2002
  • 신경회로망은 문자인식, 자동제어 등의 여러 분야에 널리 쓰이는 방식이다. 그러나 신경회로망을 구현하는데는 연산량이 많아서 실시간으로 구현하기에 어려움이 많이 따른다. 본 논문은 신경회로망을 구현하는데 필요한 연산을 살펴보고 그 연산을 구현하는 방법을 비교 분석하였다. 신경회로망을 구현하기 위해 DSP(Digital Signal Processor), PC의 FPU(Floating Point Unit), Intel사의 Pentium 계열 프로세서에서 지원하는 SIMD(Single Instruction Multiple Data) 기술을 사용하여 결과를 비교 분석 하였다. 신경회로망의 핵심인 MLP(Multi Layer Perceptron) 연산에 대해 실험한 결과 SIMD 기술을 이용하는 방법이 다른 방법에 비해 2배이상 좋은 결과를 나타내었다.

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Electrical Engineering Design Method Based on Neural Network and Application of Automatic Control System

  • Zhe, Zhang;Yongchang, Zhang
    • Journal of Information Processing Systems
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    • 제18권6호
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    • pp.755-762
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    • 2022
  • The existing electrical engineering design method and the dynamic objective function in the application process of automatic control system fail to meet the unbounded condition, which affects the control tracking accuracy. In order to improve the tracking control accuracy, this paper studies the electrical engineering design method based on neural network and the application of automatic control system. This paper analyzes the structure and working mechanism of electrical engineering automation control system by an automation control model with main control objectives. Following the analysis, an optimal solution of controllability design and fault-tolerant control is figured out. The automatic control power coefficient is distributed based on an ideal control effect of system. According to the distribution results, an automatic control algorithm is based on neural network for accurate control. The experimental results show that the electrical automation control method based on neural network can significantly reduce the control following error to 3.62%, improve the accuracy of the electrical automation tracking control, thus meeting the actual production needs of electrical engineering automation control system.

A Study on Parallel Processing System for Automatic Segmentation of Moving Object in Image Sequences

  • Lee, Hyung;Park, Jong-Won
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 ITC-CSCC -1
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    • pp.429-432
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    • 2000
  • The new MPEG-4 video coding standard enables content-based functionalities. In order to support the philosophy of the MPEG-4 visual standard, each frame of video sequences should be represented in terms of video object planes (VOP’s). In other words, video objects to be encoded in still pictures or video sequences should be prepared before the encoding process starts. Therefore, it requires a prior decomposition of sequences into VOP’s so that each VOP represents a moving object. A parallel processing system is required an automatic segmentation to be processed in real-time, because an automatic segmentation is time consuming. This paper addresses the parallel processing: system for an automatic segmentation for separating moving object from the background in image sequences. The proposed parallel processing system comprises of processing elements (PE’s) and a multi-access memory system (MAMS). Multi-access memory system is a memory controller to perform parallel memory access with the variety of types: horizontal, vertical, and block access way. In order to realize these ways, a multi-access memory system consists of a memory module selection module, data routing modules, and an address calculation and routing module. The proposed system is simulated and evaluated by the CADENCE Verilog-XL hardware simulation package.

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디지탈 이미지프로세싱을 이용한 자동외관검사장치 개발 (System Development for Automatic Form Inspecion by Digital Image Processing)

  • 유봉환
    • 한국생산제조학회지
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    • 제5권2호
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    • pp.57-62
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    • 1996
  • Basically, the idea underlying most edge-detection technique is the computation of a local derivative operator used for edge detection in gray level image. This concept can be easily illustrated with the aid of object which shows an image of a simple lilght on a dark background, Using the gray level profile along a horizontal scan line of the image. the first and second derivatives of it were acquired. This study is to develop an automatic measuring system based on the digital image processing which can be applied to the real time measurement of the characteristics of the ultra-thin thickness. The experimental results indicate that the developed automatic inspection can be applied in real situation.

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영상처리와 DS-SS통신 방식을 이용한 Automatic Car Parking System 구현 (Implementation of Automatic Car Parking System using vision processing and DS-SS communication system)

  • 김대천;봉병은;임명섭
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 심포지엄 논문집 정보 및 제어부문
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    • pp.78-80
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    • 2005
  • The pattern recognition of automobile and parking line for the automatic car parking system was processed based on statistical method for reducing the processing time. The command of driving for parking at the vacant parking lot was transmitted from processor to motor driven actuator using direct sequence spread spectrum communication, which enables the multiple transmission in CAN(controller area network). The test-bed which has CCD camera, processor, radio transceiver and FPGA was implemented and demonstrated to be operated well.

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비디오 레코더의 색신호 자동 조절 장치의 디지탈 신호처리 (Digital signal processing of automatic color control in VCR)

  • 김동하;이정숙;강경용;권오일;이태원
    • 전자공학회논문지B
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    • 제33B권6호
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    • pp.119-127
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    • 1996
  • The proposed method uses a signal of the smae frequency as the input modulating carrier frequency and of a different phase. This signal is generated in the digital automatic frequency control part to decide the input color demodulated signal. And the phase error from the burst signal is calculated. The calculated phase error is utilized to rmove the phase error contained inthe demodulated color signal. In this paper, digital signal processing of automatic color control is proposed for VCR system campatible with both NTSC and PAL TV systems.

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비디오 카세트 레코더의 자동 주파수 조절의 디지탈 신호처리 (Digital signal processing of automatic frequency control is VCR)

  • 김동하;이태원
    • 전자공학회논문지B
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    • 제33B권6호
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    • pp.128-135
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    • 1996
  • In this paper, a digital signal processing method of AFC (automatic frequency control) is proposed for a home use VCR system. The proposed method has the ability of frequency tracking of a wide range. Implemented with digital circuits, the system is to be used in a digital video system and saves the cost of a hardware compared with a conventional analog automatic frequency control method using several PLL's in case of making home use VCR systems compatible with several TV systems.

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